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Developing a Chatbot? Learn the Difference between AI, Machine Learning, and NLP

is on full rage nowadays. We are seeing how Zuckerberg is making J.A.R.V.I.S out of it for the most complex things, and have also witnessed how a startup RightClick.io is claiming to make websites out of it. Everyone is in the ship including the bloggers and influencers who are predicting the future with advancements that we should keep eye on. All in all, we know that is going to have a bright future and there are no second thoughts about it.

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Along with , there are two more names we have been listening or reading with in the discussions, (Machine ) and (). People usually get confused between these three terms. The thing is that they are deeply interconnected. In a way, they are almost similar to each other, a perfect example of will include a blend of and . and are the branches of . Allow me to help you in this confusing topic and differentiate between , and .

is the process of incorporating human intelligence into machines or computer systems, so that they can develop the ability to think and respond like humans. and are the subfields of . is a broad field and it includes reasoning, knowledge, planning, , (communication), perception and the ability to move and manipulate objects. To simplify this, we can say that is a program that incorporates the problem-solving abilities of a human and it can perform tasks for humans efficiently. The main goal is is to develop such machines that can make intelligent decisions based on past experiences and their abilities and convey it (the solution) to the humans.

Machine

Machine can be defined as an algorithmAn algorithm is a fixed set of instructions for a computer. It can be very simple like "as long as the incoming number is smaller than 10, print "Hello World!". It can also be very complicated such as the algorithms behind self-driving cars. of making systems learn, by using observations (example data) or past experience. In other words, if you a developing in a system, you are building a system that can learn from experience. The models that will be produced in the results can be predictive and they might have the ability to give the future predictions and coming up with intelligent solutions in a specific condition due to their past experiences. Machine is not being applied in our daily chatbotsChatbots are computer programs which were engineered to converse in spoken or written form with humans. They are usually used in dialogue systems with a limited topic range. For example, they can answer basic customer questions or help you buy the correct train ticket. and other programs. It is used mainly in complex data problem which humans can resolve but the communication gap doesn’t allow them to do so. This where machine kicks in; it provides better solutions to the problems because of its past experiences.

is the process of explaining a structure or a command to a machine in the natural language as used by humans; translating it into a format that a machine can understand and process it and generate it back to the user. In other words, developing is like building a system that can understand human language. If you want to make a machine understand a language, the machine should learn how to do it first and this is where we use machine within the . […]

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